{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# OSMnx overview: querying, simplifying, visualizing, saving\n",
    "\n",
    "Author: [Geoff Boeing](https://geoffboeing.com/)\n",
    "\n",
    "  - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n",
    "  - [GitHub repo](https://github.com/gboeing/osmnx)\n",
    "  - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n",
    "  - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n",
    "  - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)\n",
    "  \n",
    "Once you've perused the [features demo notebook](00-osmnx-features-demo.ipynb), this notebook demonstrates more details on querying for place boundaries and street networks, visualizing, and saving models to disk."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.16.0'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import geopandas as gpd\n",
    "import osmnx as ox\n",
    "%matplotlib inline\n",
    "ox.config(log_console=True, use_cache=True)\n",
    "ox.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 1: get place boundaries from OpenStreetMap\n",
    "\n",
    "OSMnx lets you download place boundary geometries from OpenStreetMap, project them, and plot them. For a more in-depth demonstration of querying by place, see [this notebook](03-graph-place-queries.ipynb)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# get the boundary polygon for manhattan, project it, and plot it\n",
    "city = ox.geocode_to_gdf('Manhattan, New York, USA')\n",
    "city_proj = ox.project_gdf(city)\n",
    "ax = city_proj.plot(fc='gray', ec='none')\n",
    "_ = ax.axis('off')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# get the boundary polygons for multiple cities, save as shapefile, project to UTM, and plot\n",
    "place_names = ['Berkeley, California, USA', \n",
    "               'Oakland, California, USA',\n",
    "               'Piedmont, California, USA',\n",
    "               'Emeryville, California, USA',\n",
    "               'Alameda, Alameda County, CA, USA']\n",
    "east_bay = ox.geocode_to_gdf(place_names)\n",
    "east_bay.to_file('./data/east_bay')\n",
    "east_bay = ox.project_gdf(east_bay)\n",
    "ax = east_bay.plot(fc='gray', ec='none')\n",
    "_ = ax.axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 2: download and model street networks\n",
    "\n",
    "OSMnx lets you download street network data and build topologically-corrected street networks, project and plot the networks, and save the street network as SVGs, GraphML files, GeoPackages, or shapefiles for later use. The street networks are directed and preserve one-way directionality. For a more in-depth demonstration of creating street networks, see [this notebook](03-graph-place-queries.ipynb).\n",
    "\n",
    "You can download a street network by providing OSMnx any of the following (demonstrated in the examples below):\n",
    "  - a bounding box\n",
    "  - a lat-long point plus a distance\n",
    "  - an address plus a distance\n",
    "  - a place name or list of place names (to automatically geocode and get the boundary of)\n",
    "  - a polygon of the desired street network's boundaries\n",
    "  - a .osm formatted xml file\n",
    "\n",
    "You can also specify several different network types:\n",
    "  - 'drive' - get drivable public streets (but not service roads)\n",
    "  - 'drive_service' - get drivable streets, including service roads\n",
    "  - 'walk' - get all streets and paths that pedestrians can use (this network type ignores one-way directionality)\n",
    "  - 'bike' - get all streets and paths that cyclists can use\n",
    "  - 'all' - download all non-private OSM streets and paths (this is the default network type unless you specify a different one)\n",
    "  - 'all_private' - download all OSM streets and paths, including private-access ones"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " #### Method #1, pass a bounding box ####\n",
    " This constructs the network from all the OSM nodes and ways within the bounding box."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define a bounding box in San Francisco\n",
    "north, south, east, west = 37.79, 37.78, -122.41, -122.43\n",
    "\n",
    "# create network from that bounding box\n",
    "G = ox.graph_from_bbox(north, south, east, west, network_type='drive_service')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method #2, pass a lat-lng point and bounding box distance in meters#### \n",
    "This creates a bounding box *n* meters North, South, East, and West of the point, then constructs the network from all the OSM nodes and ways within the bounding box."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define a point at the corner of California St and Mason St in SF\n",
    "location_point = (37.791427, -122.410018)\n",
    "\n",
    "# create network from point, inside bounding box of N, S, E, W each 750m from point\n",
    "G = ox.graph_from_point(location_point, dist=750,\n",
    "                        dist_type='bbox', network_type='drive')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method #3, pass a lat-lng point and *network* distance in meters ####\n",
    "\n",
    "This creates a bounding box *n* meters North, South, East, and West of the point, then constructs the network from all the OSM nodes and ways within the bounding box. Then it truncates the network by removing all nodes further than *n* meters from the point along the network."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# same point again, but create network only of nodes within 500m along the network from point\n",
    "G = ox.graph_from_point(location_point, dist=500, dist_type='network')\n",
    "fig, ax = ox.plot_graph(G, node_color='r')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Note* the plot above shows the network within 500m (traveling distance along the network) from the `location_point`. By default, the `network_type` parameter value is 'all', meaning that we do not filter out paths that restrict certain types of traffic. This also means that one-way streets are honored as one-way and you cannot travel the wrong direction down them. Thus, the 500m takes into account only those nodes you can reach within 500m while only traveling in the allowed direction of the street. Instead (below), we can specify `network_type='walk'` to build a street network only of paths that walking is allowed on. This also makes every path bi-directional in the directed network, because you can walk in either direction on the sidewalk of a one-way street. Thus, the 500m now takes into account those nodes you can reach within 500m while traveling in either direction (even if it's a one-way street)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create network only of nodes within 500m walking along the network from point\n",
    "G = ox.graph_from_point(location_point, dist=500, dist_type='network', network_type='walk')\n",
    "fig, ax = ox.plot_graph(G, node_color='r')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method #4, pass an address and distance (*bounding box* or *network*) in meters ####\n",
    "This geocodes the address, creates a bounding box, downloads the network, then truncates it by network distance (if distance_type='network')."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# network from address, including only nodes within 1km along the network from the address\n",
    "G = ox.graph_from_address(address='350 5th Ave, New York, NY', dist=1000,\n",
    "                          dist_type='network', network_type='drive')\n",
    "\n",
    "# you can project the network to UTM (zone calculated automatically)\n",
    "G_projected = ox.project_graph(G)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method #5, pass a place name ####\n",
    "\n",
    "This geocodes the place name, gets the place's boundary shape polygon and bounding box, downloads the network within the bounding box, then truncates it to the place's boundary polygon."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create the street network within the city of Piedmont's borders\n",
    "G = ox.graph_from_place('Piedmont, California, USA', network_type='drive')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# you can also pass multiple places as a mixed list of strings and/or dicts\n",
    "places = ['Los Altos, California, USA',\n",
    "          {'city':'Los Altos Hills', 'state':'California'},\n",
    "          'Loyola, California']\n",
    "G = ox.graph_from_place(places, clean_periphery=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# save to disk as GeoPackage file then plot\n",
    "ox.save_graph_geopackage(G)\n",
    "fig, ax = ox.plot_graph(G, node_size=0, edge_color='w', edge_linewidth=0.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method #6, pass a polygon ####\n",
    "\n",
    "This example loads the [Mission District](http://www.zillow.com/howto/api/neighborhood-boundaries.htm)'s polygon from a shapefile, then downloads the network within its bounding box, then prunes all nodes that lie outside the place's boundary polygon."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "calif = gpd.read_file('input_data/ZillowNeighborhoods-CA')\n",
    "mission_district = calif[(calif['CITY']=='San Francisco') & (calif['NAME']=='Mission')]\n",
    "polygon = mission_district['geometry'].iloc[0]\n",
    "\n",
    "G2 = ox.graph_from_polygon(polygon, network_type='drive_service')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method #7, load a .osm xml file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create graph from .osm extract file\n",
    "G = ox.graph_from_xml('./input_data/West-Oakland.osm.bz2')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 3: simplifying street network topology\n",
    "\n",
    "Simplification is normally done by OSMnx automatically under the hood, but we can break it out to see how it works. OpenStreetMap nodes are weird. They include intersections, but they also include all the points along a single block where the street curves. The latter are not nodes in the graph theory sense, so we remove them algorithmically and consolidate the set of edges between \"true\" network nodes into a single edge. There are two simplification modes, strict and non-strict. The main difference is that unlike strict mode, non-strict mode allows simplification to an \"expansion graph\" (ie, if the graph were undirected, nodes with degree 2 as long as the incident edges have different OSM IDs). For a more in-depth demonstration of topological simplification with OSMnx, see [this notebook](04-simplify-graph-consolidate-nodes.ipynb)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create a network around some (lat, lng) point but do not simplify it yet\n",
    "location_point = (33.299896, -111.831638)\n",
    "G = ox.graph_from_point(location_point, network_type='drive_service', dist=500, simplify=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# turn off strict mode and see what nodes we'd remove, in yellow\n",
    "nc = ['r' if ox.simplification._is_endpoint(G, node) else 'y' for node in G.nodes()]\n",
    "fig, ax = ox.plot_graph(G, node_color=nc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dots above are OSM nodes. We'll remove the nodes in yellow as they're not real network nodes (intersections/dead-ends)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# simplify the network\n",
    "G = ox.simplify_graph(G)\n",
    "fig, ax = ox.plot_graph(G, node_color='r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# show the simplified network with edges colored by length\n",
    "ec = ox.plot.get_edge_colors_by_attr(G, attr='length', cmap='plasma_r')\n",
    "fig, ax = ox.plot_graph(G, node_color='w', node_edgecolor='k', node_size=50,\n",
    "                        edge_color=ec, edge_linewidth=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# highlight all parallel (multiple) edges\n",
    "ec = ['gray' if k == 0 or u == v else 'r' for u, v, k in G.edges(keys=True)]\n",
    "fig, ax = ox.plot_graph(G, node_color='w', node_edgecolor='k', node_size=50,\n",
    "                        edge_color=ec, edge_linewidth=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# highlight all one-way edges in the mission district network from earlier\n",
    "ec = ['r' if data['oneway'] else 'w' for u, v, key, data in G2.edges(keys=True, data=True)]\n",
    "fig, ax = ox.plot_graph(G2, node_size=0, edge_color=ec, edge_linewidth=1.5, edge_alpha=0.7)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 4: saving networks to disk\n",
    "\n",
    "For more examples of saving and loading networks to/from disk, see [this notebook](05-save-load-networks.ipynb)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# save street network as GeoPackage to work with in GIS\n",
    "ox.save_graph_geopackage(G, filepath='./data/network.gpkg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# save street network as GraphML file to work with later in OSMnx or networkx or gephi\n",
    "ox.save_graphml(G, filepath='./data/network.graphml')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 5: calculate basic network indicators"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.1613266967345397"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# calculate basic street network metrics and display average circuity\n",
    "stats = ox.basic_stats(G)\n",
    "stats['circuity_avg']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this street network, the streets are ~16% more circuitous than the straight-lines paths would be.\n",
    "\n",
    "For examples of analyzing street networks, see [this example](06-stats-indicators-centrality.ipynb)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python (ox)",
   "language": "python",
   "name": "ox"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
